diff --git a/paddle/fluid/framework/init.cc b/paddle/fluid/framework/init.cc
index 2e0a224ff5df749fd8c809dc88a85a1643542abf..d077318b75f7749e97834b0ffd9846e50552230e 100644
--- a/paddle/fluid/framework/init.cc
+++ b/paddle/fluid/framework/init.cc
@@ -26,6 +26,7 @@ namespace paddle {
 namespace framework {
 
 std::once_flag gflags_init_flag;
+std::once_flag p2p_init_flag;
 
 void InitGflags(std::vector<std::string> &argv) {
   std::call_once(gflags_init_flag, [&]() {
@@ -42,6 +43,25 @@ void InitGflags(std::vector<std::string> &argv) {
   });
 }
 
+void InitP2P(int count) {
+  std::call_once(p2p_init_flag, [&]() {
+    for (int i = 0; i < count; ++i) {
+      for (int j = 0; j < count; ++j) {
+        if (i == j) continue;
+        int can_acess = -1;
+        PADDLE_ENFORCE(cudaDeviceCanAccessPeer(&can_acess, i, j),
+                       "Failed to test P2P access.");
+        if (can_acess != 1) {
+          LOG(WARNING) << "Cannot enable P2P access from " << i << " to " << j;
+        } else {
+          cudaSetDevice(i);
+          cudaDeviceEnablePeerAccess(j, 0);
+        }
+      }
+    }
+  });
+}
+
 void InitDevices() {
   /*Init all avaiable devices by default */
 
@@ -63,7 +83,7 @@ void InitDevices() {
   for (int i = 0; i < count; ++i) {
     places.emplace_back(platform::CUDAPlace(i));
   }
-
+  InitP2P(count);
   platform::DeviceContextPool::Init(places);
 }